diff --git a/api/.env.example b/api/.env.example
index 2cc6410cdd..aa7383ef38 100644
--- a/api/.env.example
+++ b/api/.env.example
@@ -424,6 +424,7 @@ WORKFLOW_MAX_EXECUTION_TIME=1200
 WORKFLOW_CALL_MAX_DEPTH=5
 WORKFLOW_PARALLEL_DEPTH_LIMIT=3
 MAX_VARIABLE_SIZE=204800
+WORKFLOW_FAST_MODE=false
 
 # Workflow storage configuration
 # Options: rdbms, hybrid
diff --git a/api/configs/feature/__init__.py b/api/configs/feature/__init__.py
index 4890b5f746..da73060ead 100644
--- a/api/configs/feature/__init__.py
+++ b/api/configs/feature/__init__.py
@@ -513,6 +513,11 @@ class WorkflowConfig(BaseSettings):
         default=200 * 1024,
     )
 
+    WORKFLOW_FAST_MODE: bool = Field(
+        description="Enable fast mode for workflow execution with reduced database operations",
+        default=False,
+    )
+
 
 class WorkflowNodeExecutionConfig(BaseSettings):
     """
diff --git a/api/core/app/apps/workflow/app_generator.py b/api/core/app/apps/workflow/app_generator.py
index 1d67671974..756959d3c9 100644
--- a/api/core/app/apps/workflow/app_generator.py
+++ b/api/core/app/apps/workflow/app_generator.py
@@ -18,6 +18,8 @@ from core.app.apps.workflow.app_config_manager import WorkflowAppConfigManager
 from core.app.apps.workflow.app_queue_manager import WorkflowAppQueueManager
 from core.app.apps.workflow.app_runner import WorkflowAppRunner
 from core.app.apps.workflow.generate_response_converter import WorkflowAppGenerateResponseConverter
+from core.app.apps.workflow.generate_task_pipeline import WorkflowAppGenerateTaskPipeline
+from core.app.apps.workflow.generate_task_pipeline_fast import WorkflowAppGenerateTaskPipelineFast
 from core.app.entities.app_invoke_entities import InvokeFrom, WorkflowAppGenerateEntity
 from core.app.entities.task_entities import WorkflowAppBlockingResponse, WorkflowAppStreamResponse
 from core.model_runtime.errors.invoke import InvokeAuthorizationError
@@ -408,14 +410,24 @@ class WorkflowAppGenerator(BaseAppGenerator):
         :return:
         """
         # init generate task pipeline
-        generate_task_pipeline = WorkflowAppGenerateTaskPipeline(
-            application_generate_entity=application_generate_entity,
-            workflow=workflow,
-            queue_manager=queue_manager,
-            user=user,
-            stream=stream,
-            workflow_node_execution_repository=workflow_node_execution_repository,
-        )
+        if dify_config.WORKFLOW_FAST_MODE:
+            # Use the fast mode task pipeline with reduced database operations
+            generate_task_pipeline = WorkflowAppGenerateTaskPipelineFast(
+                application_generate_entity=application_generate_entity,
+                workflow=workflow,
+                queue_manager=queue_manager,
+                user=user,
+                stream=stream,
+            )
+        else:
+            # Use the standard task pipeline
+            generate_task_pipeline = WorkflowAppGenerateTaskPipeline(
+                application_generate_entity=application_generate_entity,
+                workflow=workflow,
+                queue_manager=queue_manager,
+                user=user,
+                stream=stream,
+            )
 
         try:
             return generate_task_pipeline.process()
diff --git a/docker/.env.example b/docker/.env.example
index f1ea72d8cc..7c4532b0c5 100644
--- a/docker/.env.example
+++ b/docker/.env.example
@@ -769,6 +769,7 @@ WORKFLOW_CALL_MAX_DEPTH=5
 MAX_VARIABLE_SIZE=204800
 WORKFLOW_PARALLEL_DEPTH_LIMIT=3
 WORKFLOW_FILE_UPLOAD_LIMIT=10
+WORKFLOW_FAST_MODE=false
 
 # Workflow storage configuration
 # Options: rdbms, hybrid
diff --git a/docker/docker-compose.yaml b/docker/docker-compose.yaml
index aee36b3986..57eb63b531 100644
--- a/docker/docker-compose.yaml
+++ b/docker/docker-compose.yaml
@@ -342,6 +342,7 @@ x-shared-env: &shared-api-worker-env
   MAX_VARIABLE_SIZE: ${MAX_VARIABLE_SIZE:-204800}
   WORKFLOW_PARALLEL_DEPTH_LIMIT: ${WORKFLOW_PARALLEL_DEPTH_LIMIT:-3}
   WORKFLOW_FILE_UPLOAD_LIMIT: ${WORKFLOW_FILE_UPLOAD_LIMIT:-10}
+  WORKFLOW_FAST_MODE: ${WORKFLOW_FAST_MODE:-false}
   WORKFLOW_NODE_EXECUTION_STORAGE: ${WORKFLOW_NODE_EXECUTION_STORAGE:-rdbms}
   HTTP_REQUEST_NODE_MAX_BINARY_SIZE: ${HTTP_REQUEST_NODE_MAX_BINARY_SIZE:-10485760}
   HTTP_REQUEST_NODE_MAX_TEXT_SIZE: ${HTTP_REQUEST_NODE_MAX_TEXT_SIZE:-1048576}